Image Retrieval on CelebA Hair Color queries
0.028KL DivergenceBENDVLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BENDVLMBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.028 | 0.173 | 65.6 | |
| BENDVLMBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.028 | 0.164 | 68 | |
| BENDSEMbiBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.029 | 0.158 | 75 | |
| BENDSEMbiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.032 | 0.187 | 68.5 | |
| PRISMBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.06 | 0.186 | 66.9 | |
| ORTH-CALIBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.107 | 0.312 | 68.8 | |
| ZSDEBIASBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.118 | 0.353 | 50.9 | |
| SEMbBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.135 | 0.366 | 69.8 | |
| PRISM-MINIBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.143 | 0.366 | 69.6 | |
| ROBOSHOTBackbone=ViT-B/16, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.144 | 0.244 | 63.3 | |
| ORTH-PROJBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.144 | 0.373 | 69.2 | |
| ORTH-CALIBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.148 | 0.375 | 68.4 | |
| BASE CLIPBackbone=ViT-L/14@336px, Prompt and Data Setting=Baseline, Zero-shot Status=true2026.03 | 0.148 | 0.359 | 62.2 | |
| SEMbiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.168 | 0.402 | 73.3 | |
| PRISMBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.171 | 0.299 | 65.9 | |
| SEMbBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.172 | 0.395 | 72.8 | |
| BASE CLIPBackbone=ViT-B/16, Prompt and Data Setting=Baseline, Zero-shot Status=true2026.03 | 0.179 | 0.409 | 62.9 | |
| SEMbiBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.181 | 0.399 | 73.3 | |
| PRISM-MINIBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.188 | 0.377 | 65.8 | |
| ORTH-PROJBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.189 | 0.378 | 65.9 | |
| SEMiBackbone=ViT-B/16, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.191 | 0.345 | 67.8 | |
| ZSDEBIASBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.193 | 0.377 | 52.2 | |
| SEMiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.237 | 0.458 | 69.8 | |
| ROBOSHOTBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.276 | 0.429 | 67.5 |